Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "93" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 95 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 91 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 45.409425 | 9.795924 | 64.523607 | 81.742406 | 20.407129 | 27.637222 | 35.066271 | 32.620256 | 0.0581 | 0.0645 | 0.0026 | 1.582276 | 1.755474 |
| 2459593 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 35.839864 | 16.834782 | 80.657028 | 86.988081 | 31.188807 | 37.994757 | 25.267848 | 11.516124 | 0.0430 | 0.0501 | 0.0025 | 1.410748 | 1.477139 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 3.236998 | 1.580481 | 6.843858 | 8.162866 | 2.543422 | 1.663501 | 4.527608 | 0.736123 | 0.0285 | 0.0361 | 0.0025 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 43.459669 | 19.779762 | 94.773232 | 100.940189 | 26.972655 | 32.395425 | 16.618202 | 3.244101 | 0.0435 | 0.0525 | 0.0036 | 1.651567 | 1.873607 |
| 2459590 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 53.037069 | 23.135977 | 87.840380 | 93.999486 | 28.815538 | 34.881198 | 22.691241 | 5.471602 | 0.0450 | 0.0540 | 0.0023 | 1.478745 | 1.640959 |
| 2459589 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 36.268248 | 21.186386 | 82.183685 | 87.125919 | 17.028937 | 21.990176 | 23.839876 | 17.339691 | 0.0509 | 0.0578 | 0.0022 | 1.452531 | 1.538053 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 64.812234 | 14.999119 | 94.475115 | 106.134694 | 22.827480 | 26.616568 | 24.484475 | 13.029871 | 0.0661 | 0.0706 | 0.0025 | 1.579980 | 1.790908 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 44.969803 | 21.479360 | 132.895125 | 142.016157 | 8.678727 | 10.146658 | 25.728294 | 18.806550 | nan | nan | nan | 2.071465 | 2.415222 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 45.043636 | 18.411076 | 31.148535 | 32.743001 | 9.821681 | 11.403032 | 26.581781 | 7.315080 | 0.0418 | 0.0506 | 0.0026 | 1.487893 | 1.634741 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 29.572763 | 26.143153 | 10.087794 | 11.265388 | 9.188794 | 10.255919 | 10.454007 | 4.583025 | 0.0307 | 0.0476 | 0.0024 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.968632 | 24.153649 | 112.077139 | 117.167625 | 15.121294 | 17.597912 | 5.971469 | 6.896421 | 0.0386 | 0.0437 | 0.0021 | 2.167967 | 2.719895 |
| 2459583 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.556675 | 18.106842 | 34.559763 | 36.096356 | 19.672787 | 23.478460 | 0.358822 | 0.706458 | 0.0419 | 0.0480 | 0.0033 | 1.590076 | 1.828608 |
| 2459582 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.611689 | 15.665365 | 31.066922 | 32.766448 | 23.747232 | 28.442790 | 0.446143 | 0.810873 | 0.0438 | 0.0519 | 0.0040 | 1.553527 | 1.958139 |
| 2459581 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.206927 | 21.697568 | 35.986203 | 36.969813 | 18.674662 | 22.930160 | 0.689530 | 0.961084 | 0.0409 | 0.0484 | 0.0034 | 1.666768 | 1.888334 |
| 2459580 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.395338 | 16.331136 | 36.145747 | 37.862438 | 20.696057 | 24.082490 | 0.213312 | 0.708414 | 0.0450 | 0.0526 | 0.0033 | 1.664125 | 1.956837 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.234453 | 16.433608 | 40.914913 | 43.017650 | 23.048445 | 27.244521 | 1.704063 | 2.339800 | 0.0408 | 0.0476 | 0.0030 | 1.486228 | 1.717447 |
| 2459578 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.827482 | 21.144120 | 33.406939 | 34.563965 | 20.740576 | 24.797651 | 0.527565 | 0.901045 | 0.0380 | 0.0440 | 0.0036 | 1.473590 | 1.601916 |
| 2459576 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.390383 | 16.333212 | 26.548349 | 27.708221 | 19.009550 | 22.032863 | 1.314855 | 1.639473 | 0.0415 | 0.0495 | 0.0038 | 1.446152 | 1.700837 |
| 2459575 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.745353 | 16.475887 | 26.331635 | 27.523650 | 15.467736 | 17.099617 | 7.212317 | 6.318830 | 0.0474 | 0.0547 | 0.0033 | 1.642195 | 2.002729 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.834509 | 15.419784 | 25.255890 | 26.345034 | 20.434249 | 24.173461 | 1.406286 | 1.049073 | 0.0455 | 0.0544 | 0.0038 | 1.486847 | 1.912370 |
| 2459573 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.286147 | 15.902318 | 43.503443 | 45.320736 | 24.517095 | 28.279339 | 1.267646 | 2.146368 | 0.0420 | 0.0486 | 0.0034 | 1.562928 | 1.954250 |
| 2459572 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.685864 | 1.487101 | 2.859114 | 3.086522 | 0.274459 | 3.027915 | 2.363087 | 3.501390 | 0.0276 | 0.0382 | 0.0023 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.932692 | 19.313025 | 37.444149 | 38.443374 | 1.314096 | 1.821699 | 3.672457 | 4.621861 | 0.0437 | 0.0563 | 0.0069 | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.825128 | 18.908911 | 33.351248 | 34.380757 | 10.413146 | 10.624462 | 8.300953 | 9.082126 | 0.0608 | 0.0691 | 0.0036 | 1.570629 | 1.880758 |
| 2459566 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.890629 | 15.246109 | 33.151402 | 34.368843 | 18.906581 | 21.850893 | -0.049074 | 0.204509 | 0.0365 | 0.0426 | 0.0029 | 1.645094 | 1.909161 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -1.423322 | -1.423322 | -1.357009 | -1.357009 | -0.584162 | -0.584162 | -0.612392 | -0.612392 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.968728 | 14.370140 | 35.109823 | 36.494151 | 2.486619 | 2.510669 | 0.833924 | 1.382443 | 0.0459 | 0.0516 | 0.0021 | 1.441928 | 1.672031 |
| 2459563 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.859816 | 16.995551 | 67.080360 | 69.623441 | 18.573547 | 21.567933 | 2.164047 | 2.704278 | 0.0518 | 0.0614 | 0.0031 | 1.381655 | 1.362864 |
| 2459562 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459561 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.330465 | 10.392286 | 16.463104 | 17.116184 | 2.735049 | 2.960600 | 1.242802 | 1.695045 | 0.0444 | 0.0521 | 0.0032 | 1.509213 | 1.770228 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.443126 | 9.443602 | 16.898976 | 17.360110 | 2.444727 | 3.006658 | 0.872503 | 1.105398 | 0.0429 | 0.0514 | 0.0039 | 1.446825 | 1.591434 |
| 2459559 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.831463 | 12.206450 | 18.439431 | 19.031260 | 2.791458 | 3.345764 | 1.140379 | 1.453367 | 0.0438 | 0.0522 | 0.0037 | 1.414181 | 1.553811 |
| 2459558 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.544819 | 16.203362 | 34.649829 | 36.437271 | 21.383725 | 23.336892 | 1.589745 | 2.081411 | 0.0412 | 0.0485 | 0.0029 | 1.584970 | 1.913509 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0269 | 0.0417 | 0.0030 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.852002 | 16.652426 | 37.411849 | 39.442579 | 19.304567 | 21.052533 | 3.386671 | 4.820016 | 0.0416 | 0.0477 | 0.0031 | 1.346198 | 1.454426 |
| 2459554 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0353 | 0.0428 | 0.0049 | nan | nan |
| 2459553 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0398 | 0.0483 | 0.0052 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.444817 | 19.964182 | 50.428047 | 52.016040 | 28.830372 | 31.963710 | 3.437461 | 3.583753 | 0.0378 | 0.0442 | 0.0042 | 1.298743 | 1.297587 |
| 2459551 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459550 | RF_maintenance | - | 98.35% | 98.35% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0591 | 0.0611 | 0.0008 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.490093 | 14.741909 | 37.927623 | 39.285939 | 20.846076 | 22.975104 | 1.414695 | 1.900309 | 0.0373 | 0.0454 | 0.0035 | 1.452611 | 1.785215 |
| 2459542 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.952074 | 21.867062 | 76.993067 | 79.572149 | 1.073132 | 1.893915 | 1.529152 | 2.080627 | 0.0400 | 0.0463 | 0.0021 | 1.505394 | 1.734111 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.677883 | 9.505481 | 38.106464 | 37.211468 | 220.321107 | 260.532738 | 5.268435 | 16.565145 | 0.0418 | 0.0510 | 0.0053 | 1.413857 | 1.600830 |
| 2459540 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.693931 | 14.894180 | 17.190132 | 18.117036 | 4.136718 | 5.255822 | 0.787525 | 1.124643 | 0.0360 | 0.0430 | 0.0039 | 1.392366 | 1.478137 |
| 2459536 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 25.015296 | 24.747120 | 65.458338 | 67.500416 | 29.254755 | 31.567050 | 2.861921 | 3.388973 | 0.0297 | 0.0367 | 0.0047 | 0.000000 | 0.000000 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.447980 | 11.507064 | 15.288633 | 15.927475 | 2.409561 | 5.691263 | 0.234807 | 0.617351 | 0.0304 | 0.0329 | 0.0013 | 0.834248 | 0.841437 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.182077 | 13.030869 | 14.854868 | 15.394197 | 2.360826 | 3.959656 | 0.204602 | 0.262455 | 0.0302 | 0.0367 | 0.0046 | 0.888545 | 0.888799 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.472839 | 18.245026 | 35.394920 | 36.907941 | 17.872646 | 20.776755 | 1.538738 | 2.272388 | 0.0304 | 0.0355 | 0.0033 | 1.348767 | 1.592389 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.314961 | 21.206721 | 47.650971 | 49.981541 | 22.268216 | 25.675017 | 0.948293 | 1.439662 | 0.0308 | 0.0361 | 0.0033 | 1.454957 | 1.877132 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.710127 | 10.518224 | 15.061060 | 15.613575 | 3.473977 | 4.320234 | 0.749315 | 0.872778 | 0.0322 | 0.0387 | 0.0048 | 1.348063 | 1.881998 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.654507 | 25.930893 | 53.561326 | 55.677598 | 40.493687 | 35.081731 | 0.253478 | 0.788618 | 0.0336 | 0.0490 | 0.0097 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 22.441999 | 20.918105 | 52.004253 | 53.205439 | 17.776213 | 29.807555 | 2.581718 | 3.135480 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.513777 | 22.085148 | 51.227110 | 53.994204 | 10.906657 | 23.596152 | 1.588114 | 2.420168 | 0.0362 | 0.0466 | 0.0069 | 0.000000 | 0.000000 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 2.069652 | 1.913825 | 2.902787 | 3.305270 | 0.097800 | 0.261416 | 1.502142 | 2.074033 | 0.0307 | 0.0612 | 0.0040 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 25.888472 | 29.043081 | 50.075587 | 52.459172 | 18.109135 | 15.606869 | 12.888688 | 14.872011 | 0.0329 | 0.0439 | 0.0070 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.827720 | 28.536769 | 46.792757 | 50.646878 | 6.963468 | 9.892863 | 0.952213 | 2.372900 | 0.0350 | 0.0466 | 0.0046 | 1.252279 | 1.274579 |
| 2459503 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.398505 | 27.229709 | 82.648706 | 85.620868 | 33.842753 | 33.440713 | 2.575706 | 3.630403 | 0.0313 | 0.0426 | 0.0050 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.604012 | 21.022501 | 54.513385 | 57.836274 | 21.254238 | 26.471686 | 1.540784 | 1.318197 | 0.0966 | 0.0539 | 0.0444 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.779107 | 25.814351 | 65.685426 | 70.530676 | 21.414561 | 27.099079 | 0.850728 | 1.360301 | 0.1167 | 0.0507 | 0.0548 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 100.00% | 24.73% | 100.00% | 0.00% | 100.00% | 0.00% | 18.576477 | 27.932348 | 83.884206 | 90.856945 | 20.496904 | 27.460384 | 4.201516 | 12.176322 | 0.4292 | 0.0512 | 0.1760 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.956598 | 23.028414 | 75.029724 | 81.113549 | 17.334096 | 24.320085 | 3.724546 | 5.227330 | 0.1129 | 0.0528 | 0.0576 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.590014 | 26.357426 | 84.173145 | 91.471658 | 21.200837 | 31.482747 | 2.603273 | 4.155408 | 0.1195 | 0.0556 | 0.0590 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.920555 | 27.429705 | 76.810804 | 83.062487 | 18.992039 | 28.449907 | 1.891900 | 2.585949 | 0.1278 | 0.0525 | 0.0549 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.250780 | 23.022027 | 71.539650 | 77.302826 | 15.925319 | 24.963449 | 2.258350 | 3.335711 | 0.1107 | 0.0548 | 0.0428 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.335123 | 24.383140 | 76.422604 | 82.435217 | 18.783319 | 27.905112 | 4.958619 | 7.353079 | 0.1037 | 0.0565 | 0.0405 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.338053 | 24.740067 | 55.414695 | 58.791385 | 21.495532 | 29.344175 | 6.263802 | 8.719314 | 0.1464 | 0.0549 | 0.0581 | 0.757712 | 0.602275 |
| 2459491 | RF_maintenance | 100.00% | 56.45% | 100.00% | 0.00% | 100.00% | 0.00% | 23.600731 | 23.773103 | 60.432040 | 64.330679 | 28.869776 | 43.878441 | 3.452515 | 13.479673 | 0.3534 | 0.0742 | 0.1916 | 1.086158 | 0.936783 |
| 2459490 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 25.399701 | 28.065190 | 62.985569 | 66.716689 | 20.704395 | 27.117454 | 5.105500 | 8.090755 | 0.1537 | 0.0609 | 0.0704 | 2.254944 | 1.601615 |
| 2459489 | RF_maintenance | 100.00% | 75.27% | 100.00% | 0.00% | 100.00% | 0.00% | 22.267242 | 23.667108 | 57.067317 | 60.674166 | 20.220891 | 28.635115 | 4.270043 | 9.223309 | 0.2333 | 0.0686 | 0.1297 | 2.135271 | 1.905133 |
| 2459488 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 21.665364 | 23.089422 | 47.766927 | 50.447881 | 22.940104 | 31.313658 | 7.208113 | 12.714399 | 0.1550 | 0.0563 | 0.0723 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 75.162677 | 20.238479 | 17.808410 | 75.162677 | 71.283630 | 38.337949 | 31.084157 | 2.790796 | 2.075571 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 82.955403 | 24.513820 | 21.044337 | 82.955403 | 78.312758 | 38.328606 | 30.556711 | 7.199102 | 5.412829 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 73.711509 | 17.352932 | 20.538009 | 69.630106 | 73.711509 | 31.973686 | 39.438561 | 8.999906 | 11.068780 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 112.976362 | 21.392935 | 18.569744 | 112.976362 | 107.117900 | 43.888673 | 34.892835 | 4.676186 | 4.071519 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 71.255718 | 20.343142 | 23.714605 | 67.390928 | 71.255718 | 24.379571 | 30.052434 | 3.628954 | 5.006203 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 78.252429 | 21.302908 | 25.358386 | 74.190984 | 78.252429 | 23.604479 | 29.515953 | 3.457283 | 4.637360 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 79.967507 | 52.369435 | 16.378341 | 73.447171 | 79.967507 | 47.302673 | 51.511452 | 74.528039 | 39.005938 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 57.287616 | 42.847671 | 19.239867 | 53.283934 | 57.287616 | 26.384274 | 31.445504 | 34.898898 | 10.734908 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | ee Power | inf | 342.560925 | 353.509141 | inf | inf | 27.916248 | 42.522281 | 140.947902 | 445.152095 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 92.238072 | 25.134485 | 53.919787 | 92.238072 | 85.859999 | 31.240340 | 24.893429 | 17.859335 | 30.651775 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 105.854602 | 20.537382 | 33.672872 | 105.854602 | 99.310084 | 36.647371 | 29.440317 | 7.502679 | 13.602734 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Temporal Variability | 38.864344 | 11.809723 | 10.415060 | 24.634707 | 24.151598 | 38.864344 | 38.233994 | -2.486968 | -2.597967 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | ee Temporal Discontinuties | 2.033788 | 1.159839 | -0.522875 | -0.033156 | 0.112432 | 0.861080 | -0.005844 | 2.033788 | 0.216117 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | ee Power | inf | 340.092639 | 353.457350 | inf | inf | 37.244638 | 60.986820 | 190.952878 | 621.260529 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 89.865972 | 17.008712 | 18.419170 | 85.729815 | 89.865972 | 11.516120 | 13.284758 | 4.504241 | 4.659949 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 107.744434 | 21.259930 | 46.108878 | 107.744434 | 100.513239 | 26.195974 | 21.411090 | 14.043993 | 32.784343 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 84.365790 | 43.308062 | 19.944324 | 78.509050 | 84.365790 | 30.414074 | 36.715135 | 21.533612 | 7.498470 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 94.852059 | 19.615464 | 41.003113 | 94.852059 | 88.202372 | 30.251709 | 23.987647 | 10.933886 | 39.233987 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 76.566344 | 19.276769 | 42.493941 | 76.566344 | 71.241724 | 35.053200 | 28.924516 | 5.255972 | 17.033196 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 89.073978 | 30.716938 | 59.167621 | 89.073978 | 84.096058 | 16.520468 | 19.917093 | 26.449875 | 27.792576 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 81.742406 | 45.409425 | 9.795924 | 64.523607 | 81.742406 | 20.407129 | 27.637222 | 35.066271 | 32.620256 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 86.988081 | 35.839864 | 16.834782 | 80.657028 | 86.988081 | 31.188807 | 37.994757 | 25.267848 | 11.516124 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 8.162866 | 1.580481 | 3.236998 | 8.162866 | 6.843858 | 1.663501 | 2.543422 | 0.736123 | 4.527608 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 100.940189 | 19.779762 | 43.459669 | 100.940189 | 94.773232 | 32.395425 | 26.972655 | 3.244101 | 16.618202 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 93.999486 | 53.037069 | 23.135977 | 87.840380 | 93.999486 | 28.815538 | 34.881198 | 22.691241 | 5.471602 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 87.125919 | 21.186386 | 36.268248 | 87.125919 | 82.183685 | 21.990176 | 17.028937 | 17.339691 | 23.839876 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 106.134694 | 64.812234 | 14.999119 | 94.475115 | 106.134694 | 22.827480 | 26.616568 | 24.484475 | 13.029871 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 142.016157 | 21.479360 | 44.969803 | 142.016157 | 132.895125 | 10.146658 | 8.678727 | 18.806550 | 25.728294 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | ee Shape | 45.043636 | 45.043636 | 18.411076 | 31.148535 | 32.743001 | 9.821681 | 11.403032 | 26.581781 | 7.315080 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | ee Shape | 29.572763 | 29.572763 | 26.143153 | 10.087794 | 11.265388 | 9.188794 | 10.255919 | 10.454007 | 4.583025 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 117.167625 | 22.968632 | 24.153649 | 112.077139 | 117.167625 | 15.121294 | 17.597912 | 5.971469 | 6.896421 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 36.096356 | 16.556675 | 18.106842 | 34.559763 | 36.096356 | 19.672787 | 23.478460 | 0.358822 | 0.706458 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 32.766448 | 15.665365 | 14.611689 | 32.766448 | 31.066922 | 28.442790 | 23.747232 | 0.810873 | 0.446143 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 36.969813 | 20.206927 | 21.697568 | 35.986203 | 36.969813 | 18.674662 | 22.930160 | 0.689530 | 0.961084 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 37.862438 | 16.331136 | 15.395338 | 37.862438 | 36.145747 | 24.082490 | 20.696057 | 0.708414 | 0.213312 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 43.017650 | 15.234453 | 16.433608 | 40.914913 | 43.017650 | 23.048445 | 27.244521 | 1.704063 | 2.339800 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 34.563965 | 21.144120 | 19.827482 | 34.563965 | 33.406939 | 24.797651 | 20.740576 | 0.901045 | 0.527565 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 27.708221 | 16.333212 | 15.390383 | 27.708221 | 26.548349 | 22.032863 | 19.009550 | 1.639473 | 1.314855 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 27.523650 | 16.475887 | 15.745353 | 27.523650 | 26.331635 | 17.099617 | 15.467736 | 6.318830 | 7.212317 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 26.345034 | 14.834509 | 15.419784 | 25.255890 | 26.345034 | 20.434249 | 24.173461 | 1.406286 | 1.049073 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 45.320736 | 15.902318 | 15.286147 | 45.320736 | 43.503443 | 28.279339 | 24.517095 | 2.146368 | 1.267646 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Temporal Discontinuties | 3.501390 | 1.487101 | 1.685864 | 3.086522 | 2.859114 | 3.027915 | 0.274459 | 3.501390 | 2.363087 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 38.443374 | 17.932692 | 19.313025 | 37.444149 | 38.443374 | 1.314096 | 1.821699 | 3.672457 | 4.621861 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 34.380757 | 18.908911 | 19.825128 | 34.380757 | 33.351248 | 10.624462 | 10.413146 | 9.082126 | 8.300953 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 34.368843 | 15.246109 | 14.890629 | 34.368843 | 33.151402 | 21.850893 | 18.906581 | 0.204509 | -0.049074 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Temporal Variability | -0.584162 | -1.423322 | -1.423322 | -1.357009 | -1.357009 | -0.584162 | -0.584162 | -0.612392 | -0.612392 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 36.494151 | 13.968728 | 14.370140 | 35.109823 | 36.494151 | 2.486619 | 2.510669 | 0.833924 | 1.382443 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 69.623441 | 16.859816 | 16.995551 | 67.080360 | 69.623441 | 18.573547 | 21.567933 | 2.164047 | 2.704278 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 17.116184 | 10.330465 | 10.392286 | 16.463104 | 17.116184 | 2.735049 | 2.960600 | 1.242802 | 1.695045 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 17.360110 | 9.443126 | 9.443602 | 16.898976 | 17.360110 | 2.444727 | 3.006658 | 0.872503 | 1.105398 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 19.031260 | 11.831463 | 12.206450 | 18.439431 | 19.031260 | 2.791458 | 3.345764 | 1.140379 | 1.453367 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 36.437271 | 16.203362 | 16.544819 | 36.437271 | 34.649829 | 23.336892 | 21.383725 | 2.081411 | 1.589745 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 39.442579 | 16.652426 | 16.852002 | 39.442579 | 37.411849 | 21.052533 | 19.304567 | 4.820016 | 3.386671 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 52.016040 | 19.964182 | 19.444817 | 52.016040 | 50.428047 | 31.963710 | 28.830372 | 3.583753 | 3.437461 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 39.285939 | 14.490093 | 14.741909 | 37.927623 | 39.285939 | 20.846076 | 22.975104 | 1.414695 | 1.900309 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 79.572149 | 21.867062 | 20.952074 | 79.572149 | 76.993067 | 1.893915 | 1.073132 | 2.080627 | 1.529152 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Temporal Variability | 260.532738 | 9.505481 | 10.677883 | 37.211468 | 38.106464 | 260.532738 | 220.321107 | 16.565145 | 5.268435 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 18.117036 | 14.894180 | 13.693931 | 18.117036 | 17.190132 | 5.255822 | 4.136718 | 1.124643 | 0.787525 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 67.500416 | 24.747120 | 25.015296 | 67.500416 | 65.458338 | 31.567050 | 29.254755 | 3.388973 | 2.861921 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 15.927475 | 10.447980 | 11.507064 | 15.288633 | 15.927475 | 2.409561 | 5.691263 | 0.234807 | 0.617351 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 15.394197 | 13.030869 | 11.182077 | 15.394197 | 14.854868 | 3.959656 | 2.360826 | 0.262455 | 0.204602 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 36.907941 | 17.472839 | 18.245026 | 35.394920 | 36.907941 | 17.872646 | 20.776755 | 1.538738 | 2.272388 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 49.981541 | 20.314961 | 21.206721 | 47.650971 | 49.981541 | 22.268216 | 25.675017 | 0.948293 | 1.439662 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 15.613575 | 10.518224 | 9.710127 | 15.613575 | 15.061060 | 4.320234 | 3.473977 | 0.872778 | 0.749315 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 55.677598 | 24.654507 | 25.930893 | 53.561326 | 55.677598 | 40.493687 | 35.081731 | 0.253478 | 0.788618 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 53.205439 | 22.441999 | 20.918105 | 52.004253 | 53.205439 | 17.776213 | 29.807555 | 2.581718 | 3.135480 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 53.994204 | 22.085148 | 17.513777 | 53.994204 | 51.227110 | 23.596152 | 10.906657 | 2.420168 | 1.588114 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 3.305270 | 1.913825 | 2.069652 | 3.305270 | 2.902787 | 0.261416 | 0.097800 | 2.074033 | 1.502142 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 52.459172 | 29.043081 | 25.888472 | 52.459172 | 50.075587 | 15.606869 | 18.109135 | 14.872011 | 12.888688 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 75.351479 | 27.072031 | 28.528567 | 72.448251 | 75.351479 | 24.511237 | 22.539642 | 8.956854 | 10.226617 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 50.646878 | 28.536769 | 22.827720 | 50.646878 | 46.792757 | 9.892863 | 6.963468 | 2.372900 | 0.952213 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 85.620868 | 26.398505 | 27.229709 | 82.648706 | 85.620868 | 33.842753 | 33.440713 | 2.575706 | 3.630403 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 57.836274 | 17.604012 | 21.022501 | 54.513385 | 57.836274 | 21.254238 | 26.471686 | 1.540784 | 1.318197 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 70.530676 | 18.779107 | 25.814351 | 65.685426 | 70.530676 | 21.414561 | 27.099079 | 0.850728 | 1.360301 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 90.856945 | 27.932348 | 18.576477 | 90.856945 | 83.884206 | 27.460384 | 20.496904 | 12.176322 | 4.201516 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 81.113549 | 16.956598 | 23.028414 | 75.029724 | 81.113549 | 17.334096 | 24.320085 | 3.724546 | 5.227330 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 91.471658 | 26.357426 | 17.590014 | 91.471658 | 84.173145 | 31.482747 | 21.200837 | 4.155408 | 2.603273 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 83.062487 | 18.920555 | 27.429705 | 76.810804 | 83.062487 | 18.992039 | 28.449907 | 1.891900 | 2.585949 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 77.302826 | 15.250780 | 23.022027 | 71.539650 | 77.302826 | 15.925319 | 24.963449 | 2.258350 | 3.335711 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 82.435217 | 24.383140 | 17.335123 | 82.435217 | 76.422604 | 27.905112 | 18.783319 | 7.353079 | 4.958619 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 58.791385 | 24.740067 | 22.338053 | 58.791385 | 55.414695 | 29.344175 | 21.495532 | 8.719314 | 6.263802 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 64.330679 | 23.600731 | 23.773103 | 60.432040 | 64.330679 | 28.869776 | 43.878441 | 3.452515 | 13.479673 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 66.716689 | 28.065190 | 25.399701 | 66.716689 | 62.985569 | 27.117454 | 20.704395 | 8.090755 | 5.105500 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 60.674166 | 22.267242 | 23.667108 | 57.067317 | 60.674166 | 20.220891 | 28.635115 | 4.270043 | 9.223309 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 93 | 10 | RF_maintenance | nn Power | 50.447881 | 21.665364 | 23.089422 | 47.766927 | 50.447881 | 22.940104 | 31.313658 | 7.208113 | 12.714399 |